{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bc32f9a7",
   "metadata": {},
   "source": [
    "# 第4章 金融数据描述性分析与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ba699993",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install mplfinance -i https://pypi.tuna.tsinghua.edu.cn/simple  #首次使用先安装"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92f7c314",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install mplfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b6d62f63",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:01.293215Z",
     "start_time": "2024-06-05T02:20:00.321326Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import mplfinance as mpf\n",
    "import  warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False      # 解决负号问题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f246880",
   "metadata": {},
   "source": [
    "## 4.1统计量和描述性分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd91b6b",
   "metadata": {},
   "source": [
    "### 4.1.1定性变量的描述性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f0106ac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:33.991392Z",
     "start_time": "2024-06-05T02:20:33.706468Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>频数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>教育程度</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>研究生</th>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专</th>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       频数\n",
       "教育程度     \n",
       "研究生   281\n",
       "本科    219\n",
       "大专     92"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_excel('金融贷款审批.xlsx')\n",
    "edu_fre=pd.DataFrame(data['教育程度'].value_counts())\n",
    "edu_fre.columns=['频数']\n",
    "edu_fre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "062b7106",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:36.200244Z",
     "start_time": "2024-06-05T02:20:34.564063Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar=plt.bar(edu_fre.index,edu_fre['频数'],color='steelblue')\n",
    "plt.bar_label(bar)# 标注数值\n",
    "plt.xlabel('受教育程度')\n",
    "plt.ylabel('频数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b24a549",
   "metadata": {},
   "source": [
    "### 4.1.2定量变量的描述性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b6307aba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:43.004399Z",
     "start_time": "2024-06-05T02:20:42.995161Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       592.000\n",
       "mean      10862.578\n",
       "std       12294.982\n",
       "min        3000.000\n",
       "25%        5785.500\n",
       "50%        7625.000\n",
       "75%       11509.000\n",
       "max      162000.000\n",
       "Name: 收入（元/月）, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['收入（元/月）'].describe().round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "722e32ae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:43.651059Z",
     "start_time": "2024-06-05T02:20:43.461181Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data['收入（元/月）'],bins=40,color='steelblue')\n",
    "plt.xlabel('收入（元/月）')\n",
    "plt.ylabel('频数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3551869b",
   "metadata": {},
   "source": [
    "## 4.2双变量的描述性分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef498d7c",
   "metadata": {},
   "source": [
    "### 4.2.1定性变量和定性变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fd849ac0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:44.770540Z",
     "start_time": "2024-06-05T02:20:44.621236Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>贷款状态</th>\n",
       "      <th>否</th>\n",
       "      <th>是</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城市</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>城市A</th>\n",
       "      <td>115</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城市B</th>\n",
       "      <td>66</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "贷款状态    否    是\n",
       "城市            \n",
       "城市A   115  304\n",
       "城市B    66  107"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_table=pd.crosstab(index=data['城市'],columns=data['贷款状态'])\n",
    "cross_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12ce93d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:44.991238Z",
     "start_time": "2024-06-05T02:20:44.984036Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>贷款状态</th>\n",
       "      <th>否</th>\n",
       "      <th>是</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城市</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>城市A</th>\n",
       "      <td>0.274463</td>\n",
       "      <td>0.725537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城市B</th>\n",
       "      <td>0.381503</td>\n",
       "      <td>0.618497</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "贷款状态         否         是\n",
       "城市                      \n",
       "城市A   0.274463  0.725537\n",
       "城市B   0.381503  0.618497"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_prop=cross_table.apply(lambda row: row/row.sum(),axis=1)\n",
    "cross_prop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "79ce85c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:45.612791Z",
     "start_time": "2024-06-05T02:20:45.287467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAGuCAYAAACHnpy7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA4jElEQVR4nO3dfXRU9YH/8c+Qh0mCeU7kMQISpCpldREMYKFFFC0FsnW3BdzWKnQFwVOK0opVaHUL+FCW01pUKi7Vg/TBKhxL1dKKobQizSrYNKxClyfBQAhkJiGZSSa5vz/uL3ONEDID83Dv9f06J+c4k7mT74fv/c79OHNnxmMYhiEAAAAH65HsAQAAAFwoCg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHC81GQPIFHa29t19OhRZWdny+PxJHs4AAAgAoZhqKGhQX379lWPHl0/D/OpKTRHjx5VSUlJsocBAADOw+HDh9W/f/8uf/+pKTTZ2dmSzH+QnJycJI8GAABEwu/3q6SkJHwc78qnptB0vMyUk5NDoQEAwGG6O12Ek4IBAIDjUWgAAIDjfWpecgIAwAna2trU2tqa7GEkTFpamlJSUi74fig0AADYgGEYqqmpUX19fbKHknB5eXnq3bv3BX2sCoUGAAAb6CgzF198sbKysj4Vn5lmGIaampp0/PhxSVKfPn3O+74oNAAAJFlbW1u4zBQWFiZ7OAmVmZkpSTp+/Lguvvji8375iZOCAQBIso5zZrKyspI8kuToyH0h5w5RaAAAsIlPw8tMZxOL3BQaAADgeJxDAwAALsiRI0fUv39/DRgw4IzftbS0qK2tTceOHYvrGJJaaOrq6nTNNddo69atGjhwYLe3r6io0Jw5c1RbW6v7779fCxcujP8gAQBIokkPb07Y33r9wcnntV1GRoYkad++fUpN7VwtKisr9eUvf/mCx9adpBWaEydOaMqUKTpw4EBEt6+trdXUqVN1zz33aMaMGZo+fbquvvpqfeELX4jvQAEAwDn16GGewVJUVHTG79ra2lRQUBD/McT9L3Rh+vTpmj59esS3X79+vfr06aMHH3xQQ4YM0ZIlS7R27do4jhAAAESipaVFkvlkRX19faefrVu3JuSTj5P2DM2aNWt06aWXasGCBRHdfvfu3ZowYUL4TOhRo0Zp8eLFXd4+GAwqGAyGL/v9/gsaLwAAOLuOQvOZz3zmjN8Fg8Hw7+Mpac/QXHrppVHd3u/3a9CgQeHLOTk5OnLkSJe3X758uXJzc8M/JSUl5z3W7jQ1NZ3159ixYxo9erRyc3O1bdu2Lm93rp9t27YpNzdXo0eP1rFjx87rPpYuXSqPx6OlS5ee1/bkIMeF5nALt8wHOeyXo7m5We3t7Wprawt/l9OePXv07rvvJnQf7/j7HT9HjhxRZWWljhw5csbvPv7Tu3dv1dbWaseOHWf8vPvuu/rggw/iPnbHvMspNTVVXq83fDkjI+OcD5SLFy/udNKw3++Pa6n5pIaGBpWXl6u6ulqvvPKKrrnmmqjvo7KyUlOmTNEVV1yhjRs3Kjs7O+r7eOSRR/TQQw9pyZIl+u53vxv19uSwkMNyoTncwi3zQQ6LHXK0t7dr3759CgQCKi0tlXQ06vuIhZqaGn300Ufq06ePevfufdbb1NXVaciQIbrooouUlpYWvj4QCEiyThaWrFdOTp48GZfxOqbQFBQUqLa2Nny5oaFB6enpXd7e6/V2KkCJ5JZFRQ4LOSyUGZNb5oMcFjvk+GSZSdYnB0dSZiSpsLAwXFCefvppDRs2TOPGjdN9992njIwMff/730/QiB30wXojR47Ujh07wpd37dqlfv36JXFEZ+eWRUUOCzkslBmTW+aDHBY75DAMQ4cOHXJMmfm41tZWff/739fp06fD161atUoDBgxQSUmJevfurW9+85vxGrIkGxYav99/1rOhp06dqu3bt2vr1q0KhUJ6/PHHNWnSpCSMsGtuWVTksJDDQpkxuWU+yGGxQ47Tp0+rtrZWwWDQcWVGkjZs2KC6ujo99NBDqqmpkSQtWLBABw8e1OHDh1VTU6Of/exn8Rq2JBu+5DR8+HCtWrVK5eXlna4vKirSj370I02aNEm5ubnq2bOnrd627ZZFRQ4LOSyUGZNb5oMcFrvkmD9/vubOnasBAwacUWZ+d/9N3d5HU1OT9u3bp4yMDJWWloY/FyYa51tmPvzwQy1atEjr16/Xu+++q6FDh6p3794aO3as9u7dG/437Thpe8iQIWf9vJoL5TEMw4j5vcbRvn37tGfPHo0fP145OTkRb+f3+5WbmyufzxfVdpE4duyYaxYVOUzksMQiR69evaLezo5Gjx7tivlwy37lphwNDQ16/vnnddlll3U6kTYSySwzTU1NGjFihMaMGaN169ZJkvbs2aMNGzbojTfe0D/+8Q/V19eHTxLOzs7W8ePHz8gYCAS0f/9+DRo06IzfRXr8dlyhOV/xLDQ8yJnIYSGHqSPHW2+9FfW2dpSbm+uK+XDLfuWmHL/97W9VUFCggQMHRlVokllmOrz//vtqa2vTZz/72ai37RCLQmO7c2icyE2Lihzk6BDLHG7hlvkgh/1yDBs2LOr7sEOZaW9vl8fjUSgUinrbWKPQxICbFhU5yCHFPodbuGU+yOH8HHYpM50/Lye5KDQx8GleVOSwkMMUixxu4Zb5IIfFDjnsWGaS9a6sj6PQJIFbFhU5LOQwUWYsbpkPcljskIMy0zUKTYK5ZVGRw0IOE2XG4pb5IIfFDjkoM+dGoUkgtywqcljIYaLMWNwyH+Sw2CEHZaZ7FJoEccuiIoeFHCbKjMUt80EOix1y2L3MtLS0RPQup45vEY8XCk0CuGVRkcNCDhNlxuKW+SCHxQ45mpqa1L9/f911110qKChQa2tr+FurI/156KGH1L9/f73yyivKz88/523PprtnZh5//HEVFRWpsLBQRUVFKioqUmZmpjweT/hyYWGh8vLytHr16qj/DSJFoYkztywqcljIYaLMWNwyH+Sw2CFHxzMzdv/27/vvv1/19fWqq6vTiRMn9Prrr6tnz576/ve/rxMnTujEiROqq6tTQ0ODvvWtb0U9hkhRaOLILYuKHBZymCgzFrfMBzksdsjx8ZeZ7FxmPs4wDD3xxBMaP368Tp48qfHjx2vTpk169NFH5ff7o/770aLQxIlbFhU5LOQwUWYsbpkPcljskOOT58w4ocxs2bJF1157rZYvX67169eHv6IgPT1d69ev1yWXXKIHHnhAdXV1UY8lUhSaOHDLoiKHhRwmyozFLfNBDosdcgQCgQs+ATiRZaaqqkpXX321Zs6cqSlTpuiDDz7QtGnTwr+/+eabtWvXLj3zzDPasGGDLrvsMp08eTLqMUUiNS73+inmlkVFDgs5TJQZi1vmgxwWO+RoaWnRwYMHlZmZ6YgyI0lXXHGFFi5cqPLycuXl5Z31Nh6PR//6r/+qqVOnavv27SooKIh6XJHgGZoYcsuiIoeFHCbKjMUt80EOix1yVFVV6fjx4/J6vUkrMw0NDVF/zkyPHj30ta99Tb/85S/l8XiUmpqq1NRUNTY2auLEieHLHo9Hb7/9tiZMmBD1uCJFoYkRtywqcljIYaLMWNwyH+Sw2CXH3LlzlZ6erksuuSRpZaa8vPy8PzTP6/Xq2muvVSgUOutPYWGh0tLSoh5XNCg0MeCmRUUOEzlMscrhFm6ZD3KY7JSjtLRUxcXFSS0z1dXV5/0JwPH8wLxIcQ5NDLhpUZGDHB1imcPn80W9rR25ZT7IYb8cTzzxRJfrxOv1dnkfNTU1mjJliv7jP/7jvD8B+OTJk1q9evV5l5mmpibV1NRo586dysjIOOttuvrQvljiGZoYcNOiIgc5pNjncAu3zAc57JejZ8+eUd+HHb6bqeMt5h6PR6NGjVIgEDjrT2FhYdyfxeEZmhhw06IiBznikcMt3DIf5LBfjmifwbBTmcnIyND8+fN15513dnnbEydORH3/0aLQxICbFlW0yGEihyUWOdzCLfNBDpNdctitzHS8KyslJSXq+4klXnJKArcsKnKYyGGhzFjcMh/kMNklh13LjB3YYxSfIm5ZVOQwkcNCmbG4ZT7IYUpkDsMwurwPN5eZc+WOFIUmgZy0qM6FHCZyWCgzFrfMBzlMicqRmmqeAdLc3HzW+3Bzmem4b0kX9Fk1nEOTIE5ZVN0hh4kcFsqMxS3zQQ5TInOkpKQoOztbtbW1kqTMzEx5PB5J5gm1tbW1Ki4uVl5engKBQFRjaG9v16FDhxQMBjVgwAD16NEj6vsIBAI6ePCgvF6v+vfvr5aWlrNmiJZhGGpqatLx48eVl5d3QefhUGgSwEmL6lzIYSKHhTJjcct8kMOUjByFhYWSpOPHj4ev8/v98vl8ys3NVWNjoxobG6Mag2EYqq2tVUtLiy6++GLV1NREnaOlpUXHjx9Xenq6iouLdejQobPe7kKescnLyzuvZ54+jkITZ05cVGdDDhM5LJQZi1vmgxymZOXweDwqKipSfn6+QqGQnnnmGf30pz/VvHnzNHv27KjHcPr0ac2fP1/79u3Tk08+qYEDB0Z9H1VVVZo7d65KS0v1xBNPnPPzcjIzM6O+f8l8mSkW75Ci0MSRUxfVJ5HDRA4LZcbilvkgh8kOOVJSUvT444+Hc8ybNy/qMTQ0NOjf/u3fwjlGjBgR9X18PMfTTz/dbY6uPiU4UTgpOE7csKgkcnQgh4UyY3HLfJDDRA6LE9c5hSYO3LIzksNEDosTH+TixS3zQQ4TOSxOXecUmhhzy85IDhM5LE59kIsHt8wHOUzksDh5nVNoYsgtOyM5TOSwOPlBLtbcMh/kMJHD4vR1TqGJEbfsjOQwkcPi9Ae5WHLLfJDDRA6LG9Y5hSYG3LIzksNEDkuscriFW+aDHOT4OLesc48Riy9QcAC/36/c3Fz5fD7l5OTE9L49Ho8rdka3LCpy2C+HWx5mli5d6or5cMt+RQ575YjXOo/0+M0zNDHglp2RHOToEOscbuGW+SAHOST3rXMKTQy4ZWckBzkke+RwC7fMBzks5LDYbZ1TaJLALTsjOSzksNjtQS5Z3DIf5LCQw2LHdU6hSTC37IzksJDDYscHuWRwy3yQw0IOi13XOYUmgdyyM5LDQg6LXR/kEs0t80EOCzksdl7nFJoEccvOSA4LOSx2fpBLJLfMBzks5LDYfZ1TaBLALTsjOSzksNj9QS5R3DIf5LCQw+KEdU6hiTO37IzksJDD4oQHuURwy3yQw0IOi1PWOYUmjtyyM5LDQg6LUx7k4s0t80EOCzksTlrnFJo4ccvOSA4LOSxOepCLJ7fMBzks5LA4bZ1TaOLALTsjOSzksDjtQS5e3DIf5LCQw+LEdU6hiTG37IzksJDD4sQHuXhwy3yQw0IOi1PXOYUmhtyyM5LDQg6LUx/kYs0t80EOCzksTl7nFJoYccvOSA4LOSxOfpCLJbfMBzks5LA4fZ1TaGLALTsjOSzksMQih1u4ZT7IYSKHxQ3rnEITA27ZGclhIoclVjncwi3zQQ5yfJxb1jmFJgbcsjOSgxwfF8scbuGW+SAHOTq4aZ1TaGLALTsjOcjRIdY53MIt80EOckjuW+cUmhhwy85IDnJI9sjhFm6ZD3JYyGGy4zqn0CSBW3ZGcljIYbLjg1yyuGU+yGEhh8mu65xCk2Bu2RnJYSGHya4Pcsnglvkgh4UcJjuvcwpNArllZySHhRwmOz/IJZpb5oMcFnKY7L7OKTQJ4padkRwWcpjs/iCXSG6ZD3JYyGFywjqn0CSAW3ZGcljIYXLCg1yiuGU+yGEhh8kp65xCE2du2RnJYSGHySkPconglvkgh4UcJiet86QVmqqqKo0cOVL5+flatGiRDMPodpvHHntMvXr1Uk5Ojm655RbV1dUlYKTnzy07Izks5DA56UEu3twyH+SwkMPktHWelEITDAY1ZcoUjRgxQpWVlaqurta6devOuc22bdv085//XNu2bdM777yjQCCge+65JzEDPg9u2RnJYSGHyWkPcvHklvkgh4UcJieu86QUmldffVU+n08rV67U4MGDtWzZMq1du/ac2+zcuVNf/OIXNXToUJWWlmrGjBn64IMPEjTi6LhlZySHhRwmJz7IxYtb5oMcFnKYnLrOk1Jodu/erbKyMmVlZUmShg8f3u33QAwbNkwvvfSS/vGPf+j48eNau3atbrjhhi5vHwwG5ff7O/0kglt2RnJYyGFy6oNcPLhlPshhIYfJyes8KYXG7/dr0KBB4csej0cpKSk6depUl9vcdNNNGjJkiEpLS9WrVy+dPn1a9913X5e3X758uXJzc8M/JSUlMc1wNm7ZGclhIYfJyQ9yseaW+SCHhRwmp6/zpBSa1NRUeb3eTtdlZGSoqampy21+9atf6eDBg/rf//1f1dXVadiwYfr3f//3Lm+/ePFi+Xy+8M/hw4djNv6zccvOSA4LOUxOf5CLJbfMBzks5DC5YZ0npdAUFBSotra203UNDQ1KT0/vcpsNGzZo7ty5Gjp0qAoKCrRq1Sq99NJLqq+vP+vtvV6vcnJyOv3Ei1t2RnJYyGGKVQ63cMt8kMNEDpNb1nlSCs3IkSO1Y8eO8OUDBw4oGAyqoKCgy21CoZCOHTsWvvzRRx9Jktra2uI30Ai5ZWckh4kcpljmcAu3zAc5yNHBTes8NRl/dNy4cfL5fHruuef09a9/XStWrNDEiROVkpIiv9+vzMxMpaWlddpm7NixWrlypfr376/MzEytWrVKo0ePVmFhYTIidOKWnZEc5OgQ6xxu4Zb5IAc5JBeucyNJXn75ZSMzM9O4+OKLjcLCQqOqqsowDMMYMGCA8fLLL59x++bmZuPuu+82+vbta6Snpxvjx4839u3bF/Hf8/l8hiTD5/PFKkJYTU2Ncfr06ah/lixZYkgylixZcl7b19TUGGVlZUZOTo5RUVFxXvdRUVFh5OTkGGVlZeQgR9xyuIVb5oMc5HDSOo/0+O0xjAg+ojdOjhw5osrKSo0ZM0bFxcVx/Vt+v1+5ubny+XwxP5/mXCczd8Vuzdot/4dADnvm6PiIBqeLdq3bdT6iRQ4TOSyJXOeRHr+T8pJTh379+qlfv37JHEJS2HVnjBY5TOSwxCKHW7hlPshhIofFruucL6dMMLfsjOQwkcNi1we5ZHDLfJDDRA6Lndc5hSaB3LIzksNEDoudH+QSzS3zQQ4TOSx2X+cUmgRxy85IDhM5LHZ/kEskt8wHOUzksDhhnVNoEsAtOyM5TOSwOOFBLlHcMh/kMJHD4pR1TqGJM7fsjOQwkcPilAe5RHDLfJDDRA6Lk9Y5hSaO3LIzksNEDouTHuTizS3zQQ4TOSxOW+cUmjhxy85IDhM5LE57kIsnt8wHOUzksDhxnVNo4sAtOyM5TOSwOPFBLl7cMh/kMJHD4tR1TqGJMbfsjOQwkcPi1Ae5eHDLfJDDRA6Lk9c5hSaG3LIzksNEDouTH+RizS3zQQ4TOSxOX+cUmhhxy85IDhM5LE5/kIslt8wHOUzksLhhnVNoYsAtOyM5TOSwxCqHW7hlPshBjo9zyzpP6rdtJ1I8v23b4/G4Ymd0y6Iih/1yuOVhZunSpa6YD7fsV+SwV454rfNIj988QxMDbtkZyUGODrHO4RZumQ9ykENy3zqn0MSAW3ZGcpBDskcOt3DLfJDDQg6L3dY5hSYJ3LIzksNCDovdHuSSxS3zQQ4LOSx2XOcUmgRzy85IDgs5LHZ8kEsGt8wHOSzksNh1nVNoEsgtOyM5LOSw2PVBLtHcMh/ksJDDYud1zrucYmDSw5tjen+A27z+4ORkDyEmmpqazvl7txx0yGEhh6W7HFlZWVHfZyR4lxMAJJBTDjrdIYeFHBY7PzPTgUIDABfILQcdcljIYXFCmZEoNABwQdxy0CGHhRwWp5QZiUIDAOfNLQcdcljIYXFSmZEoNABwXtxy0CGHhRwWp5UZiUIDAFFzy0GHHBZyWJxYZiQKDQBExS0HHXJYyGFxapmRKDQAEDG3HHTIYSGHxcllRqLQAEDE3HDQccvBkxwWu+RINgoNAETIDQcdtxw8yWGyU45ko9AAQITccNBxy8GTHPbLkWwUGgCIkBsOOm45eJLDfjmSjUIDAHFix4OOWw6e5HB+jlij0ABAHLjloEMOCzlMdiwzEoUGAGLOLQcdcljIYbJrmZEoNAAQU2456JDDQg6TncuMRKEBgJhxy0GHHBZymOxeZiQKDQDEhFsOOuSwkMPkhDIjUWgA4IK55aBDDgs5TE4pMxKFBgAuiFsOOuSwkMPkpDIjUWgA4Ly55aBDDgs5TE4rMxKFBgDOi1sOOuSwkMPkxDIjUWgAIGpuOeiQw0IOk1PLjEShAYCouOWgQw4LOUxOLjMShQYAIuaWgw45LOQwOb3MSBQaAIiYGw46bjl4ksNilxzJRqEBgAi54aDjloMnOUx2ypFsFBoAiJAbDjpuOXiSw345ko1CAwARcsNBxy0HT3LYL0eyUWgAIE7seNBxy8GTHM7PEWsUGgCIA7ccdMhhIofFjmVGotAAQMy55aBDDhM5LHYtMxKFBgBiyi0HHXKYyGGxc5mRKDQAEDNuOeiQw0QOi93LjEShAYCYcMtBhxwmclicUGYkCg0AXDC3HHTIYSKHxSllRpI8hmEYyR5EIvj9fuXm5srn8yknJyem9z3p4c0xvT/AbV5/cHKyhxATrHWga/Fa55Eev3mGBgAAOB6FBgAAOF7SCk1VVZVGjhyp/Px8LVq0SNG88jV9+nTdfffdcRwdAABwkqQUmmAwqClTpmjEiBGqrKxUdXW11q1bF9G2r7/+ut544w09/PDD8R0kAABwjKQUmldffVU+n08rV67U4MGDtWzZMq1du7bb7Zqbm3XXXXdpxYoVysvLi/9AAQCAIySl0OzevVtlZWXKysqSJA0fPlzV1dXdbvfwww+rublZqampeuONN875MlUwGJTf7+/0AwAA3Ckphcbv92vQoEHhyx6PRykpKTp16lSX2xw6dEgrV65UaWmpDh06pEWLFunLX/5yl6Vm+fLlys3NDf+UlJTEPAcAALCHpBSa1NRUeb3eTtdlZGSoqampy23WrVunXr16acuWLXrggQf05ptvqqKiQlu2bDnr7RcvXiyfzxf+OXz4cEwzAAAA+4iq0ASDQW3durXTdU8//XT4v//85z/rhRde6PZ+CgoKVFtb2+m6hoYGpaend7nNhx9+qOuvvz5chLKzszVkyBDt37//rLf3er3Kycnp9AMAANwpqkLj8/n0xS9+MXx5z549uv/++9XU1KQVK1bopptu0qFDh7q9n5EjR2rHjh3hywcOHFAwGFRBQUGX25SUlKi5uTl8ub29XR9++KEGDBgQTQQAAOBCURWanJwcpaamhi+vXLlSd911l+rq6vTSSy/pr3/9qz73uc91ez/jxo2Tz+fTc889J0lasWKFJk6cqJSUFPn9frW2tp6xzVe+8hW98sor+s1vfqMPP/xQixcvVjAY1NixY6OJAAAAXCiqQuPxeOTxeCRJGzZsUEVFhe6//36VlJRo586dCgQC+vznP68ZM2ac835SU1O1Zs0azZkzR7169dKLL76oFStWSDLf8bR585nflzJ06FD98pe/1H/+539qyJAh2rx5szZt2mTrL8oCAACJkdr9TToLhUL69re/rVdeeUWvvfaaMjMzw7+76qqr9Pbbb2vixInd3k95ebn27t2ryspKjRkzRsXFxZLMl5+6MnnyZE2e7I4vuQMAALET9bucWlpaVFRUpPfee0+lpaVqbW3V/v37NX36dO3atUtXXnmlQqFQRPfVr18/TZs2LVxmAAAAzkfEz9DMmjVLAwYMUFZWlr73ve9Jkr71rW+pZ8+eSk1N1ZVXXskJugAAICkiLjS9evXS22+/rcbGRk2YMEHz5s3Tq6++qrffflv5+fmqq6tTenq6Dh06FD7PBgAAIBEiLjTLli1TIBBQUVGRJk6cqPnz5+tnP/uZ8vPzJUn9+/dXS0uLDMPQ+PHj4zZgAACAT4rqpGCPx6MePXro/vvv19ChQ3X77bfrnXfeUUlJid5//32lpaUpMzNTubm58RovAADAGaI6Kfjj35t0yy23aPbs2Zo1a5Yk6aWXXlJVVZXy8vJ4yQkAACRUVIWmoaFBwWAwfHnJkiX629/+pi1btujAgQOaO3euLr30Ur344osxHygAAEBXonrJKSsrS08++WT4cmZmpp599lldf/31uuGGG7Rq1Spt2rRJRUVFMR8oAABAV6IqND179tQdd9zR6bqbb7650+Vp06Zd+KgAAACiEPUH6+3fv1+hUEhf+cpXzvr7n/70p6qoqLjggQEAAEQqqkLz/PPPa+LEiWpubtbWrVvP+P2f//xnffe739WePXtiNkAAAIDuRFxoWlpatGbNGm3btu2ML4QMBoNatWqVJk+erEcffVRz5syJ+UABAAC6EvE5NG+//baeeuoptba26tChQwqFQnr++ef1+9//Xq+99po+97nPafv27Ro2bFg8xwsAAHCGiAvNHXfcoQMHDigtLU09evRQU1OTbrvtNnm9Xt19992aP3++LrnkkniOFQAA4Kwifsnpb3/7m1pbW9XU1KTGxkYVFhbqww8/1K9//WudPHlSV199tebNm6eTJ0/Gc7wAAABniLjQZGRkdLrc3t6uvn376ktf+pKeeeYZvf/++zp9+rSuuuoqvffeezEfKAAAQFeiftu2ZJ4gXFpa2um6oqIirVu3Tnfffbdmz54dk8EBAABEIuJzaO677z6lp6eHL994441asmRJp9sYhqFQKKSSkpLYjRAAAKAbERea+vp6eb1e9ehhPalz8OBBbd68WbNmzZLX61V7e7taWlpUUFAQl8ECAACcTcSF5qmnngr/949//GNNnTpVAwcO1NKlS/Xmm29q06ZNysvLi8cYAQAAzimqc2iam5v1L//yL9q4caMuuugiSdIPfvADjRo1SmPHjlVTU1NcBgkAAHAuUX05ZXp6usaMGaNvf/vbSk21Nn300Ud19dVXKysrK+YDBAAA6E5Uz9CkpKRo1qxZncqMJHk8Hs2cOTN8ua6uLjajAwAAiEDUb9v+3ve+pz59+ui2224760tMGzZs0Lhx49Te3h6TAQIAAHQnqpecOixbtkzHjx+X1+vtdP1PfvITPfTQQ3rxxRc7vRsKAAAgniIuNIFAIPxpwUOHDtXtt9+uZ555RgUFBdqzZ49+9atf6eqrr9bOnTs1aNCguA0YAADgkyIuNDNmzFAwGJTf75dhGAoGg9qwYYNOnz6tAwcOqK2tTdOnT1d+fn48xwsAAHCGiF8XevLJJ3XrrbcqOztbX/3qV/X000/rd7/7nXbs2KGamhpt2bJF7733ni6//HK99dZb8RwzAABAJxEXmt69e6uxsVEvv/yy3njjDW3ZskV+v1+S9Lvf/U5XXXWVNmzYoG9/+9u6+eabdfTo0bgNGgAA4OOiOnN35cqVamtr04wZM/TKK6/otttuU0tLi2bPnq33339f1113nd577z396U9/Ut++feM1ZgAAgE6iepeT1+tVz5491dbWJknau3ev0tPTVVBQoNbWVk2bNk0LFy5USkpKXAYLAABwNhE/QzNt2jQdPnxYX/nKV8IfnJeZmSlJOnbsmB566CHt3LlTM2fO1BNPPBGf0QIAAJxFxIVm5syZysvL06233qqePXt2+t1FF12k8vJylZeX6/rrr9e9996rEydOxHywAAAAZxNxofnqV7+q7OxsTZs2LfySUnNzsyQpKytL+fn5+sc//qHbb79djz32GN/rBAAAEiaqk4IDgYCampo0ZMgQhUIhXXnllWppaVFdXZ169+6tbdu26Z//+Z81Y8YMCg0AAEiYqE4K/sMf/qDMzExt3LhRhmFo48aNkqQXX3xRV199tf7whz/o9ddfV1FRUTzGCgAAcFZRPUPzt7/9TYcOHdJHH32kIUOGhD9A77rrrgvfZtKkSXr22WfV2NgY25ECAAB0IapnaLZu3aqGhgZNmTJFt912mxYsWKA77rhDXq9XoVBIgwYN0mc+8xnNnz9fZWVluuKKK+I1bgAAgLCICo1hGLrtttuUk5OjqqoqTZ8+XaWlperVq5fuueceDRkyRJL0pS99Sa+//rrKy8spMwAAIGEiKjR79uzR4cOH9cMf/lArVqzQvn37tHDhQm3YsEF79uzRu+++K0ny+/0aMGCA/vSnP8V10AAAAB8XUaG54oortHXrVrW0tOivf/2rRo8erYceekif//zn5fF4wrfbsWOHrrnmGg0bNixuAwYAAPikiE4K3rt3r2688UZdfPHFOnnypH7+859r7ty5ksyXo/7v//5Pa9eu1ejRo/Xyyy/HdcAAAACfFFGhycvL08yZM/X3v/9dt956q/Lz8zv9/u9//7uWLl2qkpISvfbaa3EZKAAAQFciKjTFxcX6xje+oX79+mn48OGqrKwM/87j8WjKlCn68MMP9eSTT2rWrFn6+9//HrcBAwAAfFJEhSYQCGjhwoUKhUIaPXq0Lr744rPebsaMGfrOd76jhx9+OKaDBAAAOJeITgo+ceKEduzYoXHjxumaa65Re3u7tm7dqkmTJuno0aMaNWqUJGno0KH6r//6Lw0ePFgtLS1KT0+P6+ABAACkCAtN//799ac//Ulz587VL3/5S33nO9+RYRgqKCjQk08+qYyMDLW3tysrK0tFRUXKz8/X7t27NXLkyHiPHwAAIPJPCk5JSdGaNWt06tQpHTlyRCtXruzytgMGDNDp06djMkAAAIDuRPXVB5K0Zs0anTx58py32bhx4xnvhAIAAIiXqAtNfn5+t2WFMgMAABIpqm/bBgAAsCMKDQAAcDwKDQAAcDwKDQAAcDwKDQAAcDwKDQAAcDwKDQAAcDwKDQAAcDwKDQAAcLykFZqqqiqNHDlS+fn5WrRokQzDiHjb1tZWffazn9Wbb74ZvwECAADHSEqhCQaDmjJlikaMGKHKykpVV1dr3bp1EW//6KOPqqqqKn4DBAAAjpKUQvPqq6/K5/Np5cqVGjx4sJYtW6a1a9dGtO3evXv1+OOPa+DAgfEdJAAAcIykFJrdu3errKxMWVlZkqThw4eruro6om3vvPNO3XfffRowYMA5bxcMBuX3+zv9AAAAd0pKofH7/Ro0aFD4ssfjUUpKik6dOnXO7f77v/9bPp9P99xzT7d/Y/ny5crNzQ3/lJSUXPC4AQCAPSWl0KSmpsrr9Xa6LiMjQ01NTV1uU1tbq8WLF2vt2rVKTU3t9m8sXrxYPp8v/HP48OELHjcAALCn7ptBHBQUFJxxUm9DQ4PS09O73GbBggWaNWuWrrrqqoj+htfrPaM0AQAAd0rKMzQjR47Ujh07wpcPHDigYDCogoKCLrd54YUX9JOf/ER5eXnKy8vT9u3b9aUvfUkrVqxIxJABAICNJeUZmnHjxsnn8+m5557T17/+da1YsUITJ05USkqK/H6/MjMzlZaW1mmb/fv3d7o8ffp0LViwQDfddFMihw4AAGwoKYUmNTVVa9as0cyZM7Vo0SK1tbWpoqJCkvmOp1WrVqm8vLzTNp98m3ZGRoZ69+6tvLy8xAwaAADYVlIKjSSVl5dr7969qqys1JgxY1RcXCzJfPkpEnxKMAAA6JC0QiNJ/fr1U79+/ZI5BAAA4AJ8OSUAAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHA8Cg0AAHC8pBWaqqoqjRw5Uvn5+Vq0aJEMw+h2mzVr1qhPnz5KS0vTjTfeqI8++igBIwUAAHaXlEITDAY1ZcoUjRgxQpWVlaqurta6devOuc327dv14IMP6vnnn9f+/fsVCAR07733JmbAAADA1pJSaF599VX5fD6tXLlSgwcP1rJly7R27dpzbvP+++/rySef1MSJE9W/f3/dfvvtqqysTNCIAQCAnaUm44/u3r1bZWVlysrKkiQNHz5c1dXV59xm1qxZnS6///77Ki0t7fL2wWBQwWAwfNnv91/AiAEAgJ0l5Rkav9+vQYMGhS97PB6lpKTo1KlTEW1fV1enp59+WnfddVeXt1m+fLlyc3PDPyUlJRc8bgAAYE9JKTSpqanyer2drsvIyFBTU1NE2991110aM2aMJk+e3OVtFi9eLJ/PF/45fPjwBY0ZAADYV1JeciooKFBVVVWn6xoaGpSent7tts8++6y2bdumXbt2nfN2Xq/3jNIEAADcKSnP0IwcOVI7duwIXz5w4ICCwaAKCgrOud3OnTu1YMEC/eIXv1CvXr3iPUwAAOAQSSk048aNk8/n03PPPSdJWrFihSZOnKiUlBT5/X61traesc2xY8c0ZcoUffe739WIESPU2NioxsbGRA8dAADYUNLOoVmzZo3mzJmjXr166cUXX9SKFSskme942rx58xnbbNiwQcePH9cDDzyg7Ozs8A8AAEBSzqGRpPLycu3du1eVlZUaM2aMiouLJZkvP53NggULtGDBgsQNEAAAOEbSCo0k9evXT/369UvmEAAAgAvw5ZQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxKDQAAMDxklZoqqqqNHLkSOXn52vRokUyDKPbbSoqKnT55ZerqKhIK1euTMAoAQCAEySl0ASDQU2ZMkUjRoxQZWWlqqurtW7dunNuU1tbq6lTp2rGjBl66623tH79em3dujUxAwYAALaWlELz6quvyufzaeXKlRo8eLCWLVumtWvXnnOb9evXq0+fPnrwwQc1ZMgQLVmypNttAADAp0NqMv7o7t27VVZWpqysLEnS8OHDVV1d3e02EyZMkMfjkSSNGjVKixcv7vL2wWBQwWAwfNnn80mS/H7/hQ7/DKFAU8zvE3CTeKy7ZGCtA12L1zrvuN/uTk1JSqHx+/0aNGhQ+LLH41FKSopOnTql/Pz8Lre54oorwpdzcnJ05MiRLv/G8uXL9YMf/OCM60tKSi5g5ADOR+6yZI8AQLzFe503NDQoNze3y98npdCkpqbK6/V2ui4jI0NNTU1dFppPbtNx+64sXrxYCxcuDF9ub2/XyZMnVVhYGH6WB+7k9/tVUlKiw4cPKycnJ9nDARAHrPNPD8Mw1NDQoL59+57zdkkpNAUFBaqqqup0XUNDg9LT08+5TW1tbcS393q9Z5SmvLy88xswHCknJ4cHOsDlWOefDud6ZqZDUk4KHjlypHbs2BG+fODAAQWDQRUUFES8za5du9SvX7+4jhMAADhDUgrNuHHj5PP59Nxzz0mSVqxYoYkTJyolJUV+v1+tra1nbDN16lRt375dW7duVSgU0uOPP65JkyYleugAAMCGknYOzZo1azRz5kwtWrRIbW1tqqiokGS+42nVqlUqLy/vtE1RUZF+9KMfadKkScrNzVXPnj152zbOyuv1aunSpWe85AjAPVjn+CSPEclH9MbJkSNHVFlZqTFjxqi4uDiibfbt26c9e/Zo/PjxvG4KAAAkJbnQAAAAxAJfTgkAAByPQgMAAByPQgPHCQQC4a+1ONcrpq2trdq3b1+ihgUghljniBaFBraVnp6uU6dOnXH9xo0bNWnSJFVUVGjUqFFqaGg46/ZbtmzR2LFjdfTo0XgPFcB5Yp0jVig0sK3MzExlZmaecX1eXp4uuugijR8/XuPHj9e+ffvU3NyskydPqqGhQYFAQIFAQBMmTNCMGTP0l7/8JXxdc3OzfD6fTpw40ek+H3zwQV122WWJigbg/0vEOv/GN74hj8cjj8ejnJwclZeX6/jx44mOijjjXU6wrby8PNXU1CgtLU2FhYXh60OhkILBoHr27KlQKKRLL71U8+bN0/z585WWltbpKzEaGxuVnp4evs4wDAWDQbW2tioYDCo11fwopmuvvVY7d+7UgQMHNGDAgMQGBT7FErHOZ8+erczMTC1fvlwNDQ266667lJ+fH/5wV7gDz9DAdnbs2KF58+apublZCxYs0P/8z/+osbFR9fX1qq+v1/bt2/VP//RPqq+v16lTp7Rz507deeedam1tVVNTU/h29fX1Kisr0+rVq8OXfT6fAoGA2trawmXm1KlT2rVrl6677jpt2bIlyemBT4dEr3Ov16u8vDyVlJRoxowZqqysTPK/AGKNQgPbKS4u1tixY5WamqrRo0eruLhYKSkp4d8XFhaGX3N/5JFH9N57713Q3/vjH/+oyy+/XDfddBOFBkiQRK/zDi0tLdq0aZOGDx8ek/uDjRiATeXm5hrNzc2GYRhGWlqaUVhYaKSnpxubN282cnNzDcMwjMGDBxubN28Ob5OWlmakpKSEfyQZPXr0CF/2eDzGvffe2+nvfPOb3zTmzJlj/PGPfzQKCwuNtra2hGUEPu0Ssc5vu+02Iz093cjNzTXS09ONSy65xKipqUloTsQfz9DA9trb25WamqoTJ07ohhtuUHZ2trKysrR3717V1NToC1/4Qvi2GRkZqqysVCgUUigU0tixY7V27drw5ZkzZ57x3S9btmxRWVmZrr32WtXX1+udd95JdETgUy/e6/zWW2/Vrl27tG3bNg0cOFALFixIcELEG4UGtldXV6fs7GxJ5tPFXq9Xw4YN0+rVq1VWVtbpHRI9enS/S3e8pi5Je/fu1YEDBzRv3jz169dP7e3tvOwEJEE817kk5eTkaODAgbr22mu1cuVK/eIXv1B9fX1MMyC5KDSwpcOHDysUCmny5Ml6+OGHVVpaKklqbm5WRkaGxo0bp6eeekpTp069oL+zZcsWDRw4UFVVVdq1a5fmzp1LoQESJFHr/JPa29slme+kgntQaGA7GzZs0NChQzVz5kwtXrxYhw4d0uTJk7Vw4UK988476tOnj7xerwKBgCZPnqzq6urwtkY3n0Jw+vTpTv/n9vvf/14TJ07UwIEDNXDgQE2dOlV//vOf1dTUFLd8ABK7ziUpGAyqvr5ee/bs0ZIlS3T55ZerqKgoLtmQHBQa2M60adN08OBBrVmzRq2traqoqNCcOXPUt29f/eY3v9GmTZv0yCOP6JZbbtH8+fP1ta99TS+99JIk82PQP669vV2GYeiDDz5QZmamXnvtNU2YMEGS+X9nW7duDV+WpHHjxsnj8aiioiJxgYFPoUSt8w5PPfWU8vPzVVZWJo/HoxdffDFhWZEgyT0nGehaIBAwrrzySuOFF14IX7do0SKjV69exltvvWUEAgFj0qRJRn5+vuHz+QzDMIzf/va34f82DMO45pprjNWrVxuGYRhvvvmmcerUqYRmAHBurHPECp8UDFtraWnp9Img9fX1CgQC6t27tySpra1Nx44dU9++fZM1RAAXiHWOWKDQAAAAx+McGgAA4HgUGgAA4HgUGgAA4HgUGgCOEwgEFAwGJZ37M0laW1u1b9++RA0LQBJRaADYVnp6evgblz9u48aNmjRpkioqKjRq1Cg1NDScdfstW7Zo7NixOnr0aLyHCiDJKDQAbCszM7PTd/h0yMvL00UXXaTx48dr/Pjx2rdvn5qbm3Xy5Ek1NDQoEAgoEAhowoQJmjFjhv7yl7+Er2tubpbP59OJEyeSkAhAvPC2bQC2lZeXp5qaGqWlpamwsDB8fSgUUjAYVM+ePRUKhXTppZdq3rx5mj9/vtLS0jp9pkljY6PS09PD1xmGoWAwqNbWVgWDwTM+Ih+AM7GSAdjOjh079Pzzz6u5uVkLFizQHXfcocbGxvCXCe7atUuzZ89WZWWlWltb1dbWpoyMDN15551n3Nd1112n2bNn6xvf+EaCUwBIJF5yAmA7xcXFGjt2rFJTUzV69GgVFxcrJSUl/PvCwsLwuTWPPPKI3nvvvWQNFYBN8JITANvqeMkpIyND6enpysnJUUNDg15++WXNnDlT9fX1Ki0t1Y9//GN98YtflGSeSNze3h6+j7a2NvXo0UMej0eS+UWG99xzjx577LGkZAIQHzxDA8D22tvblZqaqhMnTuiGG25Qdna2srKytHfvXtXU1OgLX/hC+LYZGRmqrKxUKBRSKBTS2LFjtXbt2vDlmTNnyuv1JjENgHig0ACwvbq6OmVnZ0syv8jQ6/Vq2LBhWr16tcrKyjq9E6pHj+4f1jgRGHAfVjUAWzp8+LBCoZAmT56sK6+8UqWlpZKk5uZmZWRkaNy4cfrhD3+oRx55JMkjBWAHPEMDwHY2bNigoUOHaubMmVq8eLEOHTqkyZMna+HChXrnnXfUp08feb1eBQIBTZ48WdXV1eFtuzst8PTp0zxDA7gQhQaA7UybNk0HDx7UmjVr1NraqoqKCs2ZM0d9+/bVb37zG23atEmPPPKIbrnlFs2fP19f+9rX9NJLL0kyv+7g49rb22UYhj744ANlZmbqtdde04QJE5IRC0AcUWgA2E5WVpaKi4sVDAa1aNEirV69WgUFBbr33nv1xhtv6IEHHtBvf/tbrV+/XoZhaP/+/Zo4caIk6de//rUuvfTS8H21trYqEAjosssu02uvvaaPPvpIY8aMSVY0AHHC27YB2FpLS0unT/6tr69XIBBQ7969JZlvyz527Jj69u2brCECsAEKDQAAcDxecgIAAI5HoQEAAI5HoQEAAI5HoQEAAI5HoQEAAI5HoQEAAI5HoQEAAI5HoQEAAI73/wA3t3YA5U/rwQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(cross_prop.index,cross_prop['是'],label='是',color='steelblue',tick_label=cross_prop.index)\n",
    "plt.bar(cross_prop.index,cross_prop['否'],bottom=cross_prop['是'],label='否',hatch='//',color=\n",
    "'whitesmoke')\n",
    "plt.xlabel('城市')\n",
    "plt.ylabel('贷款状态')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3240aa4a",
   "metadata": {},
   "source": [
    "### 4.2.2定量变量和定量变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "89e04c47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:46.128892Z",
     "start_time": "2024-06-05T02:20:46.103482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收入（元/月）</th>\n",
       "      <th>贷款金额（万元）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>收入（元/月）</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.5111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贷款金额（万元）</th>\n",
       "      <td>0.5111</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          收入（元/月）  贷款金额（万元）\n",
       "收入（元/月）    1.0000    0.5111\n",
       "贷款金额（万元）   0.5111    1.0000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cor= data[['收入（元/月）','贷款金额（万元）']].corr().round(4)\n",
    "cor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1bc9fe39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.heatmap(cor,#相关系数\n",
    "            cmap='YlGnBu',#数字越大，颜色越深\n",
    "            annot=True,fmt='.4f')#annot为热力图上显示数据；结果保留4位数字\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dbd9e492",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:54.448004Z",
     "start_time": "2024-06-05T02:20:53.959374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data['收入（元/月）'],data['贷款金额（万元）'])\n",
    "plt.xlabel('收入（元/月）')\n",
    "plt.ylabel('贷款金额（万元）')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58486522",
   "metadata": {},
   "source": [
    "### 4.2.3定性变量和定量变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2cf565a0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:54.744572Z",
     "start_time": "2024-06-05T02:20:54.449002Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>贷款状态</th>\n",
       "      <th colspan=\"3\" halign=\"left\">贷款金额（万元）</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>否</td>\n",
       "      <td>349.0</td>\n",
       "      <td>81.624309</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>是</td>\n",
       "      <td>350.0</td>\n",
       "      <td>75.267640</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  贷款状态 贷款金额（万元）                 \n",
       "            max       mean   min\n",
       "0    否    349.0  81.624309   4.5\n",
       "1    是    350.0  75.267640  12.5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['贷款金额（万元）','贷款状态']].groupby(['贷款状态']).agg(['max','mean','min']).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "97a5cd43",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:20:54.931949Z",
     "start_time": "2024-06-05T02:20:54.746570Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.boxplot(x=data['贷款状态'],y=data['贷款金额（万元）'])# 绘制分组箱线图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66a6d4cd",
   "metadata": {},
   "source": [
    "## 4.3金融技术分析工具\n",
    "### 4.3.1 K线图\n",
    "### 4.3.2 移动平均线\n",
    "### 4.3.3mplfinance绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e0504a66",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:05.614028Z",
     "start_time": "2024-06-05T02:20:54.933951Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-01-03</th>\n",
       "      <td>2.31</td>\n",
       "      <td>2.39</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2.36</td>\n",
       "      <td>185263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-04</th>\n",
       "      <td>2.38</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.44</td>\n",
       "      <td>405807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-05</th>\n",
       "      <td>2.44</td>\n",
       "      <td>2.45</td>\n",
       "      <td>2.41</td>\n",
       "      <td>2.43</td>\n",
       "      <td>150150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-06</th>\n",
       "      <td>2.43</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2.39</td>\n",
       "      <td>2.41</td>\n",
       "      <td>200049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-09</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.47</td>\n",
       "      <td>2.39</td>\n",
       "      <td>2.40</td>\n",
       "      <td>241551</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Open  High   Low  Close  Volume\n",
       "日期                                         \n",
       "2023-01-03  2.31  2.39  2.30   2.36  185263\n",
       "2023-01-04  2.38  2.49  2.36   2.44  405807\n",
       "2023-01-05  2.44  2.45  2.41   2.43  150150\n",
       "2023-01-06  2.43  2.44  2.39   2.41  200049\n",
       "2023-01-09  2.42  2.47  2.39   2.40  241551"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "data=pd.read_excel('神州高铁历史日线数据.xlsx')\n",
    "data['日期']=pd.to_datetime(data['日期']) #将“日期”列转换为datetime类型\n",
    "data=data.set_index('日期') #将“日期”列设置为DataFrame的索引\n",
    "data.index.name='日期' #设置索引的名称\n",
    "data_k=data[['开盘','最高','最低','收盘','成交量']] #选择包含开盘价、最高价、最低价、收盘价和成交量的列\n",
    "data_k.columns=['Open','High','Low','Close','Volume'] #重命名DataFrame的列名\n",
    "data_k.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5e535522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date='2023-10-01'# 指定绘图的起始日期\n",
    "end_date='2023-12-31'# 指定绘图的结束日期\n",
    "mpf.plot(data_k.loc[start_date:end_date],type='candle',style='classic',datetime_format=\n",
    "'%Y-%m-%d') #绘制指定日期范围内的K线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b3f47221",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:06.326682Z",
     "start_time": "2024-06-05T02:21:05.615025Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(data_k.loc[start_date:end_date],type='candle',mav=(5,10),style='classic',volume=True,datetime_format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bc24fd3",
   "metadata": {},
   "source": [
    "## 本章实训——贵州茅台股票价格走势分析与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c7eaee33",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:06.724668Z",
     "start_time": "2024-06-05T02:21:06.682858Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import mplfinance as mpf\n",
    "import  warnings\n",
    "import jinja2\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False      # 解决负号问题\n",
    "\n",
    "#清除特定的绘图风格，使得下一次绘图时使用默认风格\n",
    "plt.style.use('default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e91d3384",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:07.541637Z",
     "start_time": "2024-06-05T02:21:06.726660Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-03</td>\n",
       "      <td>9403.34</td>\n",
       "      <td>9397.36</td>\n",
       "      <td>9439.66</td>\n",
       "      <td>9276.76</td>\n",
       "      <td>26034</td>\n",
       "      <td>4487760231</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.16</td>\n",
       "      <td>15.13</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-04</td>\n",
       "      <td>9397.31</td>\n",
       "      <td>9372.23</td>\n",
       "      <td>9441.02</td>\n",
       "      <td>9326.96</td>\n",
       "      <td>20416</td>\n",
       "      <td>3523582306</td>\n",
       "      <td>1.21</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-25.13</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-05</td>\n",
       "      <td>9432.48</td>\n",
       "      <td>9754.07</td>\n",
       "      <td>9754.07</td>\n",
       "      <td>9412.38</td>\n",
       "      <td>47943</td>\n",
       "      <td>8541587089</td>\n",
       "      <td>3.65</td>\n",
       "      <td>4.07</td>\n",
       "      <td>381.84</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-06</td>\n",
       "      <td>9779.79</td>\n",
       "      <td>9767.98</td>\n",
       "      <td>9808.84</td>\n",
       "      <td>9683.72</td>\n",
       "      <td>24904</td>\n",
       "      <td>4480838898</td>\n",
       "      <td>1.28</td>\n",
       "      <td>0.14</td>\n",
       "      <td>13.91</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-09</td>\n",
       "      <td>9924.91</td>\n",
       "      <td>9956.06</td>\n",
       "      <td>10000.18</td>\n",
       "      <td>9788.33</td>\n",
       "      <td>30977</td>\n",
       "      <td>5684181147</td>\n",
       "      <td>2.17</td>\n",
       "      <td>1.93</td>\n",
       "      <td>188.08</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          日期       开盘       收盘        最高       最低    成交量         成交额    振幅  \\\n",
       "0 2023-01-03  9403.34  9397.36   9439.66  9276.76  26034  4487760231  1.74   \n",
       "1 2023-01-04  9397.31  9372.23   9441.02  9326.96  20416  3523582306  1.21   \n",
       "2 2023-01-05  9432.48  9754.07   9754.07  9412.38  47943  8541587089  3.65   \n",
       "3 2023-01-06  9779.79  9767.98   9808.84  9683.72  24904  4480838898  1.28   \n",
       "4 2023-01-09  9924.91  9956.06  10000.18  9788.33  30977  5684181147  2.17   \n",
       "\n",
       "    涨跌幅     涨跌额   换手率  \n",
       "0  0.16   15.13  0.21  \n",
       "1 -0.27  -25.13  0.16  \n",
       "2  4.07  381.84  0.38  \n",
       "3  0.14   13.91  0.20  \n",
       "4  1.93  188.08  0.25  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_excel('贵州茅台后复权历史行情数据.xlsx')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ed96d0a7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:07.574821Z",
     "start_time": "2024-06-05T02:21:07.544631Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>242</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>2.420000e+02</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>242.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2023-07-04 08:43:38.181818112</td>\n",
       "      <td>9669.041364</td>\n",
       "      <td>9660.152149</td>\n",
       "      <td>9740.418512</td>\n",
       "      <td>9586.994256</td>\n",
       "      <td>23254.338843</td>\n",
       "      <td>4.110261e+09</td>\n",
       "      <td>1.590041</td>\n",
       "      <td>0.016529</td>\n",
       "      <td>0.913967</td>\n",
       "      <td>0.185248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2023-01-03 00:00:00</td>\n",
       "      <td>8834.530000</td>\n",
       "      <td>8889.300000</td>\n",
       "      <td>9074.310000</td>\n",
       "      <td>8834.530000</td>\n",
       "      <td>11121.000000</td>\n",
       "      <td>2.055272e+09</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>-5.170000</td>\n",
       "      <td>-492.430000</td>\n",
       "      <td>0.090000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2023-04-04 12:00:00</td>\n",
       "      <td>9399.727500</td>\n",
       "      <td>9383.515000</td>\n",
       "      <td>9448.570000</td>\n",
       "      <td>9323.075000</td>\n",
       "      <td>17210.000000</td>\n",
       "      <td>3.043910e+09</td>\n",
       "      <td>1.090000</td>\n",
       "      <td>-0.660000</td>\n",
       "      <td>-63.980000</td>\n",
       "      <td>0.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2023-07-05 12:00:00</td>\n",
       "      <td>9655.635000</td>\n",
       "      <td>9679.075000</td>\n",
       "      <td>9739.900000</td>\n",
       "      <td>9577.070000</td>\n",
       "      <td>20781.500000</td>\n",
       "      <td>3.653176e+09</td>\n",
       "      <td>1.430000</td>\n",
       "      <td>-0.060000</td>\n",
       "      <td>-5.155000</td>\n",
       "      <td>0.170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2023-09-27 18:00:00</td>\n",
       "      <td>9924.197500</td>\n",
       "      <td>9934.412500</td>\n",
       "      <td>10012.297500</td>\n",
       "      <td>9848.470000</td>\n",
       "      <td>27027.500000</td>\n",
       "      <td>4.797731e+09</td>\n",
       "      <td>1.907500</td>\n",
       "      <td>0.477500</td>\n",
       "      <td>45.705000</td>\n",
       "      <td>0.220000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2023-12-29 00:00:00</td>\n",
       "      <td>10421.920000</td>\n",
       "      <td>10366.640000</td>\n",
       "      <td>10557.590000</td>\n",
       "      <td>10296.100000</td>\n",
       "      <td>93143.000000</td>\n",
       "      <td>1.674729e+10</td>\n",
       "      <td>4.120000</td>\n",
       "      <td>5.210000</td>\n",
       "      <td>484.440000</td>\n",
       "      <td>0.740000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>341.580573</td>\n",
       "      <td>336.767555</td>\n",
       "      <td>337.223388</td>\n",
       "      <td>332.974372</td>\n",
       "      <td>9600.038163</td>\n",
       "      <td>1.694437e+09</td>\n",
       "      <td>0.701537</td>\n",
       "      <td>1.186313</td>\n",
       "      <td>113.943854</td>\n",
       "      <td>0.076317</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  日期            开盘            收盘  \\\n",
       "count                            242    242.000000    242.000000   \n",
       "mean   2023-07-04 08:43:38.181818112   9669.041364   9660.152149   \n",
       "min              2023-01-03 00:00:00   8834.530000   8889.300000   \n",
       "25%              2023-04-04 12:00:00   9399.727500   9383.515000   \n",
       "50%              2023-07-05 12:00:00   9655.635000   9679.075000   \n",
       "75%              2023-09-27 18:00:00   9924.197500   9934.412500   \n",
       "max              2023-12-29 00:00:00  10421.920000  10366.640000   \n",
       "std                              NaN    341.580573    336.767555   \n",
       "\n",
       "                 最高            最低           成交量           成交额          振幅  \\\n",
       "count    242.000000    242.000000    242.000000  2.420000e+02  242.000000   \n",
       "mean    9740.418512   9586.994256  23254.338843  4.110261e+09    1.590041   \n",
       "min     9074.310000   8834.530000  11121.000000  2.055272e+09    0.550000   \n",
       "25%     9448.570000   9323.075000  17210.000000  3.043910e+09    1.090000   \n",
       "50%     9739.900000   9577.070000  20781.500000  3.653176e+09    1.430000   \n",
       "75%    10012.297500   9848.470000  27027.500000  4.797731e+09    1.907500   \n",
       "max    10557.590000  10296.100000  93143.000000  1.674729e+10    4.120000   \n",
       "std      337.223388    332.974372   9600.038163  1.694437e+09    0.701537   \n",
       "\n",
       "              涨跌幅         涨跌额         换手率  \n",
       "count  242.000000  242.000000  242.000000  \n",
       "mean     0.016529    0.913967    0.185248  \n",
       "min     -5.170000 -492.430000    0.090000  \n",
       "25%     -0.660000  -63.980000    0.140000  \n",
       "50%     -0.060000   -5.155000    0.170000  \n",
       "75%      0.477500   45.705000    0.220000  \n",
       "max      5.210000  484.440000    0.740000  \n",
       "std      1.186313  113.943854    0.076317  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "21e1b368",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:07.686818Z",
     "start_time": "2024-06-05T02:21:07.576818Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>-0.1078</td>\n",
       "      <td>-0.1117</td>\n",
       "      <td>-0.1286</td>\n",
       "      <td>-0.0873</td>\n",
       "      <td>-0.0348</td>\n",
       "      <td>-0.0697</td>\n",
       "      <td>-0.1993</td>\n",
       "      <td>-0.0216</td>\n",
       "      <td>-0.0224</td>\n",
       "      <td>-0.0295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开盘</th>\n",
       "      <td>-0.1078</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9490</td>\n",
       "      <td>0.9770</td>\n",
       "      <td>0.9797</td>\n",
       "      <td>-0.0363</td>\n",
       "      <td>0.0556</td>\n",
       "      <td>-0.0321</td>\n",
       "      <td>-0.0791</td>\n",
       "      <td>-0.0797</td>\n",
       "      <td>-0.0363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>收盘</th>\n",
       "      <td>-0.1117</td>\n",
       "      <td>0.9490</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9818</td>\n",
       "      <td>0.9787</td>\n",
       "      <td>-0.0488</td>\n",
       "      <td>0.0465</td>\n",
       "      <td>-0.0000</td>\n",
       "      <td>0.1646</td>\n",
       "      <td>0.1652</td>\n",
       "      <td>-0.0486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最高</th>\n",
       "      <td>-0.1286</td>\n",
       "      <td>0.9770</td>\n",
       "      <td>0.9818</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9798</td>\n",
       "      <td>0.0287</td>\n",
       "      <td>0.1241</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>0.0632</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>0.0288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最低</th>\n",
       "      <td>-0.0873</td>\n",
       "      <td>0.9797</td>\n",
       "      <td>0.9787</td>\n",
       "      <td>0.9798</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>-0.1254</td>\n",
       "      <td>-0.0314</td>\n",
       "      <td>-0.1174</td>\n",
       "      <td>0.0216</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>-0.1252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交量</th>\n",
       "      <td>-0.0348</td>\n",
       "      <td>-0.0363</td>\n",
       "      <td>-0.0488</td>\n",
       "      <td>0.0287</td>\n",
       "      <td>-0.1254</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9943</td>\n",
       "      <td>0.7732</td>\n",
       "      <td>0.2282</td>\n",
       "      <td>0.2250</td>\n",
       "      <td>0.9993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交额</th>\n",
       "      <td>-0.0697</td>\n",
       "      <td>0.0556</td>\n",
       "      <td>0.0465</td>\n",
       "      <td>0.1241</td>\n",
       "      <td>-0.0314</td>\n",
       "      <td>0.9943</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.7780</td>\n",
       "      <td>0.2505</td>\n",
       "      <td>0.2474</td>\n",
       "      <td>0.9934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>振幅</th>\n",
       "      <td>-0.1993</td>\n",
       "      <td>-0.0321</td>\n",
       "      <td>-0.0000</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>-0.1174</td>\n",
       "      <td>0.7732</td>\n",
       "      <td>0.7780</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>0.2233</td>\n",
       "      <td>0.7726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌幅</th>\n",
       "      <td>-0.0216</td>\n",
       "      <td>-0.0791</td>\n",
       "      <td>0.1646</td>\n",
       "      <td>0.0632</td>\n",
       "      <td>0.0216</td>\n",
       "      <td>0.2282</td>\n",
       "      <td>0.2505</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9995</td>\n",
       "      <td>0.2279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌额</th>\n",
       "      <td>-0.0224</td>\n",
       "      <td>-0.0797</td>\n",
       "      <td>0.1652</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>0.2250</td>\n",
       "      <td>0.2474</td>\n",
       "      <td>0.2233</td>\n",
       "      <td>0.9995</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>换手率</th>\n",
       "      <td>-0.0295</td>\n",
       "      <td>-0.0363</td>\n",
       "      <td>-0.0486</td>\n",
       "      <td>0.0288</td>\n",
       "      <td>-0.1252</td>\n",
       "      <td>0.9993</td>\n",
       "      <td>0.9934</td>\n",
       "      <td>0.7726</td>\n",
       "      <td>0.2279</td>\n",
       "      <td>0.2246</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         日期      开盘      收盘      最高      最低     成交量     成交额      振幅     涨跌幅  \\\n",
       "日期   1.0000 -0.1078 -0.1117 -0.1286 -0.0873 -0.0348 -0.0697 -0.1993 -0.0216   \n",
       "开盘  -0.1078  1.0000  0.9490  0.9770  0.9797 -0.0363  0.0556 -0.0321 -0.0791   \n",
       "收盘  -0.1117  0.9490  1.0000  0.9818  0.9787 -0.0488  0.0465 -0.0000  0.1646   \n",
       "最高  -0.1286  0.9770  0.9818  1.0000  0.9798  0.0287  0.1241  0.0836  0.0632   \n",
       "最低  -0.0873  0.9797  0.9787  0.9798  1.0000 -0.1254 -0.0314 -0.1174  0.0216   \n",
       "成交量 -0.0348 -0.0363 -0.0488  0.0287 -0.1254  1.0000  0.9943  0.7732  0.2282   \n",
       "成交额 -0.0697  0.0556  0.0465  0.1241 -0.0314  0.9943  1.0000  0.7780  0.2505   \n",
       "振幅  -0.1993 -0.0321 -0.0000  0.0836 -0.1174  0.7732  0.7780  1.0000  0.2261   \n",
       "涨跌幅 -0.0216 -0.0791  0.1646  0.0632  0.0216  0.2282  0.2505  0.2261  1.0000   \n",
       "涨跌额 -0.0224 -0.0797  0.1652  0.0631  0.0220  0.2250  0.2474  0.2233  0.9995   \n",
       "换手率 -0.0295 -0.0363 -0.0486  0.0288 -0.1252  0.9993  0.9934  0.7726  0.2279   \n",
       "\n",
       "        涨跌额     换手率  \n",
       "日期  -0.0224 -0.0295  \n",
       "开盘  -0.0797 -0.0363  \n",
       "收盘   0.1652 -0.0486  \n",
       "最高   0.0631  0.0288  \n",
       "最低   0.0220 -0.1252  \n",
       "成交量  0.2250  0.9993  \n",
       "成交额  0.2474  0.9934  \n",
       "振幅   0.2233  0.7726  \n",
       "涨跌幅  0.9995  0.2279  \n",
       "涨跌额  1.0000  0.2246  \n",
       "换手率  0.2246  1.0000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cor= data.corr().round(4)\n",
    "cor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c9197ced",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "import seaborn as sns\n",
    "sns.heatmap(cor,\n",
    "            cmap='YlGnBu',\n",
    "            annot=True,\n",
    "            fmt='.2f',\n",
    "            annot_kws={'size':9})  #设置注释的字体大小\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "afa6bea4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:08.933201Z",
     "start_time": "2024-06-05T02:21:08.789040Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(data['日期'],data['收盘'])\n",
    "plt.ylabel('收盘价')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a800ab79",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-05T02:21:08.995067Z",
     "start_time": "2024-06-05T02:21:08.934207Z"
    }
   },
   "outputs": [],
   "source": [
    "data['日期']=pd.to_datetime(data['日期']) #将“日期”列转换为datetime类型\n",
    "data=data.set_index('日期') #将“日期”列设置为DataFrame的索引\n",
    "data.index.name='日期'\n",
    "data_k=data[['开盘','最高','最低','收盘','成交量']] #选择包含开盘价、最高价、最低价、收盘价和成交量的列\n",
    "data_k.columns=['Open','High','Low','Close','Volume'] #重命名DataFrame的列名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9f8634ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date='2023-9-01'#指定绘图的起始日期\n",
    "end_date='2023-12-31'#指定绘图的结束日期\n",
    "mpf.plot(data_k.loc[start_date:end_date],type='candle',mav=(5,10),style='classic',volume=True,datetime_format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a72eb2b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8a5be15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {
    "height": "309px",
    "width": "220.8px"
   },
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "262.55px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
